Data handling and retention

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How Monarcha approaches data retention

Delete a fitted context from the Fitted contexts tab. It stops serving predictions immediately; its stored artifact is removed in the background.

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Data protection

Every API key and request is scoped to one organization. The SDK uploads dataset contents directly to private object storage over HTTPS, where they are encrypted at rest. Upload links expire after 1 hour; large-result download links expire after 5 minutes.

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Training data policy

Hollerith is never trained or fine-tuned on any customer data. Data is used only at inference time. Monarcha exclusively uses synthetic data for model training under controlled conditions.

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Next steps